{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-10-364a98aa385f>:10: DeprecationWarning: use options instead of chrome_options\n",
      "  driver = webdriver.Chrome( chrome_options = opts) #desired_capabilities=caps,\n"
     ]
    }
   ],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities\n",
    "\n",
    "opts = webdriver.ChromeOptions()\n",
    "opts.add_argument('--no-sandbox')#解决DevToolsActivePort文件不存在的报错\n",
    "opts.add_argument('window-size=1920x3000') #指定浏览器分辨率\n",
    "opts.add_argument('--disable-gpu') #谷歌文档提到需要加上一这个属性来规避bug\n",
    "opts.add_argument('--hide-scrollbars') #隐藏滚动条, 应对些特殊页面\n",
    "\n",
    "driver = webdriver.Chrome( chrome_options = opts) #desired_capabilities=caps,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.get(\"https://mp.weixin.qq.com\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//a[@class=\"login__type__container__select-type\"]')\n",
    "# 不要直接click（）等相关操作，首先要检查是否通过xpath找的正确的element\n",
    "element.get_attribute('innerHTML')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 微信公众号平台账号密码\n",
    "payload = {\"account\":\"719325647@qq.com\",\"password\":\"Wechatgongzhongpingtai.\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用selenium进入微信公众平台"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 填写账号信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//input[@name=\"account\"]')\n",
    "element.get_attribute('innerHTML')\n",
    "element.clear()\n",
    "element.send_keys(payload['account'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 填写密码信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//input[@name=\"password\"]')\n",
    "element.get_attribute('innerHTML')\n",
    "element.clear()\n",
    "element.send_keys(payload['password'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 登录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//a[@class=\"btn_login\"]')\n",
    "element.get_attribute('innerHTML')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 展开侧功能栏"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//*[@id=\"mp_header\"]/div/div/a')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 点击图文素材"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//*[@id=\"js_mp_sidemenu\"]/div/div/ul/li[2]/ul/li[1]/ul/li[1]/a/span/span')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 点击“+”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//*[@id=\"js_main\"]/div[3]/div[2]/div/div/div/div[1]/div/div/div[1]/i')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 点击“写新图文”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//*[@id=\"js_main\"]/div[3]/div[2]/div/div/div/div[1]/div/div/div[2]/ul/li[1]/a')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 运行以上代码后会弹出新的网页窗口\n",
    "# 需要以下代码实现切换窗口操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 切换窗口"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CDwindow-AA8D44CA58BAB63DAB45A77D6C1792F9',\n",
       " 'CDwindow-8DE301BFE20A4304E3CE32AE6D782AE8']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "driver.window_handles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.switch_to.window(driver.window_handles[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('/html/body/div[1]/div/div/div/div[2]/div[2]/div/ul[2]/li[1]')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 在微信公众平台寻找指定的公众号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 点击“选择其他公众号”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('/html/body/div[2]/div/div/div/div/div[6]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]/div/div/p/div/button')\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 搜索框中输入公众号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('/html/body/div[2]/div/div/div/div/div[6]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]/div/div/div/div/span/input').clear()\n",
    "driver.find_element_by_xpath('/html/body/div[2]/div/div/div/div/div[6]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]/div/div/div/div/span/input').send_keys('广州青年志愿者协会')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 点击“放大镜”图标进行搜索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<div class=\"weui-desktop-icon weui-desktop-icon__search weui-desktop-icon__small\" style=\"width: 20px; height: 20px;\"><!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!---->     <svg viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><title>MP/Icon/Search</title> <g id=\"MP/Icon/Search\" stroke=\"none\" stroke-width=\"1\" fill=\"none\" fill-rule=\"evenodd\"><path d=\"M5.78025253,5.78248558 C8.51392257,3.04881554 12.9460774,3.04881554 15.6797475,5.78248558 C18.1730922,8.27583028 18.3922898,12.1821488 16.3373403,14.9239313 L20.6294949,19.2175144 L19.2152814,20.631728 L14.922508,16.3389663 C12.180685,18.394566 8.27384272,18.1755707 5.78025253,15.6819805 C3.04658249,12.9483105 3.04658249,8.51615562 5.78025253,5.78248558 Z M6.8409127,6.84314575 C4.6930291,8.99102935 4.6930291,12.4734367 6.8409127,14.6213203 C8.98879631,16.7692039 12.4712037,16.7692039 14.6190873,14.6213203 C16.7669709,12.4734367 16.7669709,8.99102935 14.6190873,6.84314575 C12.4712037,4.69526215 8.98879631,4.69526215 6.8409127,6.84314575 Z\" id=\"形状\"></path></g></svg> <!----> <!----> <!----> <!----> <!----></div>\n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//button[@class=\"weui-desktop-icon-btn weui-desktop-search__btn\"]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()\n",
    "\n",
    "# main_content = element.get_attribute('innerHTML')\n",
    "# \n",
    "# ActionChains(driver).move_to_element(element).click().perform()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<label class=\"weui-desktop-form__label\">公众号</label> <div class=\"weui-desktop-form__controls\"> <div class=\"inner_link_account_area\"><div class=\"weui-desktop-search__wrp\"><div class=\"weui-desktop-search weui-desktop-form__input_clear\"><span class=\"weui-desktop-form__input-wrp\"><!----> <span class=\"weui-desktop-form__input-append-in\"><button type=\"button\" class=\"weui-desktop-icon-btn weui-desktop-btn_input-clear\"><div class=\"weui-desktop-icon weui-desktop-icon__inputClear weui-desktop-icon__small\" style=\"width: 16px; height: 16px;\"><!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!---->     <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\"><path fill-opacity=\"1\" fill-rule=\"evenodd\" d=\"M10.208 8.911L5.047 3.75l-.88.881 5.161 5.161-5.161 5.161.88.88 5.161-5.161 5.161 5.161.881-.88-5.161-5.161 5.161-5.161-.881-.881z\"></path></svg> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----></div></button> <button type=\"button\" class=\"weui-desktop-icon-btn weui-desktop-search__btn\"><div class=\"weui-desktop-icon weui-desktop-icon__search weui-desktop-icon__small\" style=\"width: 20px; height: 20px;\"><!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!---->     <svg viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><title>MP/Icon/Search</title> <g id=\"MP/Icon/Search\" stroke=\"none\" stroke-width=\"1\" fill=\"none\" fill-rule=\"evenodd\"><path d=\"M5.78025253,5.78248558 C8.51392257,3.04881554 12.9460774,3.04881554 15.6797475,5.78248558 C18.1730922,8.27583028 18.3922898,12.1821488 16.3373403,14.9239313 L20.6294949,19.2175144 L19.2152814,20.631728 L14.922508,16.3389663 C12.180685,18.394566 8.27384272,18.1755707 5.78025253,15.6819805 C3.04658249,12.9483105 3.04658249,8.51615562 5.78025253,5.78248558 Z M6.8409127,6.84314575 C4.6930291,8.99102935 4.6930291,12.4734367 6.8409127,14.6213203 C8.98879631,16.7692039 12.4712037,16.7692039 14.6190873,14.6213203 C16.7669709,12.4734367 16.7669709,8.99102935 14.6190873,6.84314575 C12.4712037,4.69526215 8.98879631,4.69526215 6.8409127,6.84314575 Z\" id=\"形状\"></path></g></svg> <!----> <!----> <!----> <!----> <!----></div></button></span> <input placeholder=\"输入文章来源的公众号名称或微信号，回车进行搜索\" type=\"text\" class=\"weui-desktop-form__input\"> <!----></span> <!----> <!----> <div class=\"weui-desktop-search__panel\" style=\"display: none;\"></div></div> <div class=\"weui-desktop-search__panel\"><ul class=\"inner_link_account_list\"><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/8Y76UxyzrGhI6jiaQSe8FMSDNhw6kZbIte2UvTEvNxPK4NjB3o1iaz07250LFAxBia8YEySfj9CeYJq1TjZCKMFaw/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">广州青年志愿者协会</strong> <i class=\"inner_link_account_wechat\">微信号：GuangzhouYVA</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/4T1Du8a0D4LNardPS4leyzsW0wibQJ6eeh4Svy06gFqt5XKiaE6VdxBce5yxSibtCAPwzNhKxqz8HVIufQra0BiaIA/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">广州市从化区青年志愿者协会</strong> <i class=\"inner_link_account_wechat\">微信号：conghuaqingxie</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/mPT62wl1GZRLWRFKxiaOeiaLVMNyAf8XXiaicAyq7qUsmNScZiaD6bAebtn1vB7ibHVEYmOUJyR6xjzdpQXx0h6AaD2Q/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">广州青年志愿者协会艺术团</strong> <i class=\"inner_link_account_wechat\">微信号：zyzyishutuan</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/CC0qbL4fnQQszeq5IGuLqjrPPRM4asMvF87j3LicuR0icqTeZVJL2qP90BXRA5qpnCfI4sjLc9UEMv4wwD0tJMaA/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">广州青年志愿者</strong> <i class=\"inner_link_account_wechat\">微信号：guangzhouvolunteer</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"https://mmbiz.qpic.cn/mmbiz/icTdbqWNOwNRna42FI242Lcia07jQodd2FJGIYQfG0LAJGFxM4FbnQP6yfMxBgJ0F3YRqJCJ1aPAK2dQagdusBZg/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">广州市南沙区青年志愿者协会</strong> <i class=\"inner_link_account_wechat\">微信号：未设置</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">服务号</div></li></ul> <!----></div></div> <!----></div> <!----> <!----></div>\n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//*[@id=\"vue_app\"]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 选择目标公众号，点击"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "公众号SERP = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Element div at 0x2475a23e810>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 解析\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from lxml.html import fromstring\n",
    "import time\n",
    "from random import random\n",
    "\n",
    "root = fromstring(公众号SERP)\n",
    "root"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nickname</th>\n",
       "      <th>wechat</th>\n",
       "      <th>img</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广州青年志愿者协会</td>\n",
       "      <td>微信号：GuangzhouYVA</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/8Y76UxyzrGhI6ji...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>广州市从化区青年志愿者协会</td>\n",
       "      <td>微信号：conghuaqingxie</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/4T1Du8a0D4LNard...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>广州青年志愿者协会艺术团</td>\n",
       "      <td>微信号：zyzyishutuan</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/mPT62wl1GZRLWRF...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>广州青年志愿者</td>\n",
       "      <td>微信号：guangzhouvolunteer</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/CC0qbL4fnQQszeq...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>广州市南沙区青年志愿者协会</td>\n",
       "      <td>微信号：未设置</td>\n",
       "      <td>https://mmbiz.qpic.cn/mmbiz/icTdbqWNOwNRna42FI...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        nickname                  wechat  \\\n",
       "0      广州青年志愿者协会        微信号：GuangzhouYVA   \n",
       "1  广州市从化区青年志愿者协会      微信号：conghuaqingxie   \n",
       "2   广州青年志愿者协会艺术团        微信号：zyzyishutuan   \n",
       "3        广州青年志愿者  微信号：guangzhouvolunteer   \n",
       "4  广州市南沙区青年志愿者协会                 微信号：未设置   \n",
       "\n",
       "                                                 img  \n",
       "0  http://mmbiz.qpic.cn/mmbiz_png/8Y76UxyzrGhI6ji...  \n",
       "1  http://mmbiz.qpic.cn/mmbiz_png/4T1Du8a0D4LNard...  \n",
       "2  http://mmbiz.qpic.cn/mmbiz_png/mPT62wl1GZRLWRF...  \n",
       "3  http://mmbiz.qpic.cn/mmbiz_png/CC0qbL4fnQQszeq...  \n",
       "4  https://mmbiz.qpic.cn/mmbiz/icTdbqWNOwNRna42FI...  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "主 = root.xpath('//li[@class=\"inner_link_account_item\"]')\n",
    "\n",
    "account_list = []\n",
    "for e in 主:\n",
    "    account_nickname = e.xpath('./div/strong[@class=\"inner_link_account_nickname\"]')[0].text\n",
    "    account_wechat = e.xpath('./div/i[@class=\"inner_link_account_wechat\"]')[0].text\n",
    "    account_img = e.xpath('./div/img/@src')[0]\n",
    "    account = {\"nickname\": account_nickname, \"wechat\": account_wechat, \"img\": account_img,}\n",
    "    account_list.append(account)\n",
    "\n",
    "df_account = pd.DataFrame(account_list)\n",
    "df_account"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<img src=\"http://mmbiz.qpic.cn/mmbiz_png/8Y76UxyzrGhI6jiaQSe8FMSDNhw6kZbIte2UvTEvNxPK4NjB3o1iaz07250LFAxBia8YEySfj9CeYJq1TjZCKMFaw/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">广州青年志愿者协会</strong> <i class=\"inner_link_account_wechat\">微信号：GuangzhouYVA</i>\n"
     ]
    }
   ],
   "source": [
    "# 从搜索结果中选定公众号\n",
    "element = driver.find_element_by_xpath('//*[@id=\"vue_app\"]/div[2]/div[1]/div/div[2]/div[2]/form[1]/div[3]/div/div/div/div[2]/ul/li[1]/div[1]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 133]\n",
      "False\n"
     ]
    }
   ],
   "source": [
    "# 跳转上限（即可获取的页码范围）\n",
    "l_e = driver.find_elements_by_xpath('//label[@class=\"weui-desktop-pagination__num\"]')\n",
    "l_e_int  = [int(x.text) for x in l_e] \n",
    "print (l_e_int)\n",
    "print (l_e_int[0]==l_e_int[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133]\n"
     ]
    }
   ],
   "source": [
    "# 显现所有页数\n",
    "pages = list(range(l_e_int[0],l_e_int[-1]+1 ))\n",
    "#print(pages[0:2])\n",
    "pages = list(range(1,l_e_int[-1]+1 ))\n",
    "print(pages)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 循环遍历"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# global varialbes \n",
    "html_raw = dict()\n",
    "main_content =\"\"\n",
    "element = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_pages (pages):\n",
    "    for p in pages:\n",
    "        print (p,end='\\t')\n",
    "\n",
    "        跳转_input = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/input')\n",
    "        跳转_a = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/a')\n",
    "        跳转_input.clear()\n",
    "        跳转_input.send_keys(p)\n",
    "        跳转_a.click()\n",
    "\n",
    "        time.sleep(8+12*random())\n",
    "\n",
    "        element = driver.find_element_by_xpath('//div[@class=\"inner_link_article_list\"]')\n",
    "        main_content = element.get_attribute('innerHTML')\n",
    "        #print(main_content)\n",
    "        html_raw[p] = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\t2\t3\t4\t5\t6\t7\t8\t9\t10\t11\t12\t13\t14\t15\t16\t17\t18\t19\t20\t21\t22\t23\t24\t25\t26\t27\t28\t29\t30\t31\t32\t33\t34\t35\t36\t37\t38\t39\t40\t41\t42\t43\t44\t45\t46\t47\t48\t49\t50\t51\t52\t53\t54\t55\t56\t57\t58\t59\t60\t61\t62\t63\t64\t65\t66\t67\t68\t69\t70\t71\t72\t73\t74\t75\t76\t77\t78\t79\t80\t81\t82\t83\t84\t85\t86\t87\t88\t89\t90\t91\t92\t93\t94\t95\t96\t97\t98\t99\t100\t101\t102\t103\t104\t105\t106\t107\t108\t109\t110\t111\t112\t113\t114\t115\t116\t117\t118\t119\t120\t121\t122\t123\t124\t125\t126\t127\t128\t129\t130\t131\t132\t133\t"
     ]
    }
   ],
   "source": [
    "process_pages(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>133 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         html_snippets\n",
       "1    <div class=\"weui-desktop-radio-group\"><label c...\n",
       "2    <div class=\"weui-desktop-radio-group\"><label c...\n",
       "3    <div class=\"weui-desktop-radio-group\"><label c...\n",
       "4    <div class=\"weui-desktop-radio-group\"><label c...\n",
       "5    <div class=\"weui-desktop-radio-group\"><label c...\n",
       "..                                                 ...\n",
       "129  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "130  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "131  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "132  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "133  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "\n",
       "[133 rows x 1 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame([html_raw]).T\n",
    "df.columns = [\"html_snippets\"]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'html_raw' (dict)\n"
     ]
    }
   ],
   "source": [
    "%store html_raw\n",
    "import pickle \n",
    "filehandler = open(\"html_raw\", 'wb') \n",
    "pickle.dump(html_raw, filehandler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "60\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>&lt;div class=\"weui-desktop-radio-group\"&gt;&lt;label c...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>73 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         html_snippets\n",
       "12   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "62   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "63   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "64   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "65   <div class=\"weui-desktop-radio-group\"><label c...\n",
       "..                                                 ...\n",
       "129  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "130  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "131  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "132  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "133  <div class=\"weui-desktop-radio-group\"><label c...\n",
       "\n",
       "[73 rows x 1 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_out = df[~df.duplicated()]\n",
    "print (len(df_out))\n",
    "df[df.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[12, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[12,\n",
       " 62,\n",
       " 63,\n",
       " 64,\n",
       " 65,\n",
       " 66,\n",
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       " 69,\n",
       " 70,\n",
       " 71,\n",
       " 72,\n",
       " 73,\n",
       " 74,\n",
       " 75,\n",
       " 76,\n",
       " 77,\n",
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       " 80,\n",
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       " 84,\n",
       " 85,\n",
       " 86,\n",
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       " 90,\n",
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       " 95,\n",
       " 96,\n",
       " 97,\n",
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       " 99,\n",
       " 100,\n",
       " 101,\n",
       " 102,\n",
       " 103,\n",
       " 104,\n",
       " 105,\n",
       " 106,\n",
       " 107,\n",
       " 108,\n",
       " 109,\n",
       " 110,\n",
       " 111,\n",
       " 112,\n",
       " 113,\n",
       " 114,\n",
       " 115,\n",
       " 116,\n",
       " 117,\n",
       " 118,\n",
       " 119,\n",
       " 120,\n",
       " 121,\n",
       " 122,\n",
       " 123,\n",
       " 124,\n",
       " 125,\n",
       " 126,\n",
       " 127,\n",
       " 128,\n",
       " 129,\n",
       " 130,\n",
       " 131,\n",
       " 132,\n",
       " 133]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "try_again = list(df[df.duplicated()].index)\n",
    "print(try_again)\n",
    "try_again = try_again + list (set(pages).difference(set(df.index.values)))\n",
    "try_again"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 暂存档"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "公众号 = \"广州青年志愿者协会\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = { \"output\" : { \"公众号_htm_snippets\": \"data_raw_src/公众号_htm_snippets_{公众号}.tsv\",\n",
    "                    \"公众号_df\": \"data_raw_src/公众号_df_{公众号}.tsv\",\n",
    "                    \"公众号_xlsx\": \"data_sets/公众号_url_{公众号}.xlsx\" } \\\n",
    "      }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = fn [\"output\"] [\"公众号_htm_snippets\"] \n",
    "df_out.to_csv(filename.format(公众号=公众号), sep=\"\\t\", encoding=\"utf8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11,6,8,8,6,5,5,5,6,5,6,6,5,5,6,6,6,7,6,6,7,5,7,11,9,5,5,7,8,8,9,12,10,7,5,7,5,5,8,6,7,9,7,10,12,9,8,9,8,12,12,13,10,9,8,6,6,6,8,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,7,"
     ]
    }
   ],
   "source": [
    "def parse_html_snippets(_snippet_):\n",
    "    root = fromstring(_snippet_) \n",
    "    title = [x.text for x in root.xpath('//div[@class=\"inner_link_article_title\"]/span[2]')]\n",
    "    create_time = [x.text for x in root.xpath('//div[@class=\"inner_link_article_date\"]')]\n",
    "    link = [x for x in root.xpath('//a/@href')]\n",
    "    _df_ = pd.DataFrame({\"title\":title, \"create_time\": create_time, \"link\":link})\n",
    "    return(_df_)\n",
    "    \n",
    "l_df = []\n",
    "for p in pages:\n",
    "    _df_ = parse_html_snippets(df.loc[p,\"html_snippets\"])\n",
    "    print (len(_df_), end=\",\")\n",
    "    l_df.append(_df_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高考中考，志愿者与你同在</td>\n",
       "      <td>2021-06-03</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>请注意查收，志愿者微信群管理规范</td>\n",
       "      <td>2021-06-03</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>致敬广州可爱的“战”疫志愿者们！你想加入他们吗？</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>广州疫情防控志愿者志愿服务告知书</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>云上课业辅导招募 | 不一样的六一儿童节，他们是这样过的</td>\n",
       "      <td>2021-06-01</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>广州市青年战疫志愿突击队在行动！</td>\n",
       "      <td>2021-06-01</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>防疫志愿服务“小口诀”，一起背起来~</td>\n",
       "      <td>2021-06-01</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>疫情防控，广州青年志愿者在行动！你们辛苦了~</td>\n",
       "      <td>2021-05-31</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>你想要的疫情防控志愿者招募信息、联系电话都在这儿了～</td>\n",
       "      <td>2021-05-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>青年志愿者如何协助市民接种疫苗？</td>\n",
       "      <td>2021-05-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>青年志愿者如何协助市民检测核酸？</td>\n",
       "      <td>2021-05-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           title create_time  \\\n",
       "0                   高考中考，志愿者与你同在  2021-06-03   \n",
       "1               请注意查收，志愿者微信群管理规范  2021-06-03   \n",
       "2       致敬广州可爱的“战”疫志愿者们！你想加入他们吗？  2021-06-02   \n",
       "3               广州疫情防控志愿者志愿服务告知书  2021-06-02   \n",
       "4   云上课业辅导招募 | 不一样的六一儿童节，他们是这样过的  2021-06-01   \n",
       "5               广州市青年战疫志愿突击队在行动！  2021-06-01   \n",
       "6             防疫志愿服务“小口诀”，一起背起来~  2021-06-01   \n",
       "7         疫情防控，广州青年志愿者在行动！你们辛苦了~  2021-05-31   \n",
       "8     你想要的疫情防控志愿者招募信息、联系电话都在这儿了～  2021-05-30   \n",
       "9               青年志愿者如何协助市民接种疫苗？  2021-05-30   \n",
       "10              青年志愿者如何协助市民检测核酸？  2021-05-30   \n",
       "\n",
       "                                                 link  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "1   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "2   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "3   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "4   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "5   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "6   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "7   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "8   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "9   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "10  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out = pd.concat(l_df).reset_index(drop=True)\n",
    "df_url_out.loc[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>《志愿服务条例》全文发布，将于12月1日起施行</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>教师节那天来听听这几位导师讲课吧！</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>十城联动 | 和院志愿服务队在全国保利社区正式成立</td>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>新学期开始，来参加一场专属于大学城的志愿服务吧！</td>\n",
       "      <td>2017-09-04</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？</td>\n",
       "      <td>2017-09-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title create_time  \\\n",
       "952        《志愿服务条例》全文发布，将于12月1日起施行  2017-09-08   \n",
       "953              教师节那天来听听这几位导师讲课吧！  2017-09-08   \n",
       "954      十城联动 | 和院志愿服务队在全国保利社区正式成立  2017-09-07   \n",
       "955       新学期开始，来参加一场专属于大学城的志愿服务吧！  2017-09-04   \n",
       "956  20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？  2017-09-02   \n",
       "\n",
       "                                                  link  \n",
       "952  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "953  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "954  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "955  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "956  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>value</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高考中考，志愿者与你同在</td>\n",
       "      <td>2021-06-03</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>云上课业辅导招募 | 不一样的六一儿童节，他们是这样过的</td>\n",
       "      <td>2021-06-01</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>青年志愿者如何协助市民检测核酸？</td>\n",
       "      <td>2021-05-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>招募啦！一起做2020世界超高清视频（4K/8K）产业发展大会志愿者！</td>\n",
       "      <td>2020-10-21</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>“云上课业辅导”关爱外派干部人才子女志愿服务精彩进行时！</td>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>《志愿服务条例》全文发布，将于12月1日起施行</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>教师节那天来听听这几位导师讲课吧！</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>十城联动 | 和院志愿服务队在全国保利社区正式成立</td>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>新学期开始，来参加一场专属于大学城的志愿服务吧！</td>\n",
       "      <td>2017-09-04</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？</td>\n",
       "      <td>2017-09-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>836 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     title create_time  \\\n",
       "value                                                    \n",
       "0                             高考中考，志愿者与你同在  2021-06-03   \n",
       "4             云上课业辅导招募 | 不一样的六一儿童节，他们是这样过的  2021-06-01   \n",
       "10                        青年志愿者如何协助市民检测核酸？  2021-05-30   \n",
       "11     招募啦！一起做2020世界超高清视频（4K/8K）产业发展大会志愿者！  2020-10-21   \n",
       "12            “云上课业辅导”关爱外派干部人才子女志愿服务精彩进行时！  2020-10-20   \n",
       "...                                    ...         ...   \n",
       "952                《志愿服务条例》全文发布，将于12月1日起施行  2017-09-08   \n",
       "953                      教师节那天来听听这几位导师讲课吧！  2017-09-08   \n",
       "954              十城联动 | 和院志愿服务队在全国保利社区正式成立  2017-09-07   \n",
       "955               新学期开始，来参加一场专属于大学城的志愿服务吧！  2017-09-04   \n",
       "956          20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？  2017-09-02   \n",
       "\n",
       "                                                    link  \n",
       "value                                                     \n",
       "0      http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "4      http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "10     http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "11     http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "12     http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "...                                                  ...  \n",
       "952    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "953    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "954    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "955    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "956    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "\n",
       "[836 rows x 3 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# tagging 标记\n",
    "tagging_list = [\"\",\"马化腾\", \"腾讯\", \"微众银行\",\"腾讯复星\",\"腾讯风控\",\"腾讯支付\",\"WeChat\",\"We Remit\",\\\n",
    "                \"公益日\",\"红包\",\\\n",
    "                \"腾讯财付通\",\"鹅厂\",\"QQ钱包\",\"QQ红包\",\"QQ\",\\\n",
    "                \"只有一\",\"大咖\",\"听说\",\"图片\",\"照片\",\"小编\",\\\n",
    "                \"洗钱\", \"黑产\",\"被骗\",\"腾讯安全课\",\"诈骗\", \"炒股\",\"神秘兼职\",\"神秘组织\",\\\n",
    "                \"财付通\", \"品牌\",\\\n",
    "                \"收款\",\\\n",
    "                \"报告\",\\\n",
    "                \"银行卡\",\"理财\",\"选股\",\"发票\",\"基金\",\\\n",
    "                \"区块链\",\"金融云\",\"O2O\",\"农产品\",\"家乡\",\\\n",
    "                \"数据\", \"数据赋能\", \"智能\", \"数字孪生\", \"智慧大脑\",\\\n",
    "                \"出行\",\"乘车\",\"公交\",\"乘车码\", \"智慧地铁\",\\\n",
    "                \"高峰论坛\", \"智库\",\\\n",
    "                \"央行\",\"新规\", \\\n",
    "                \"微信\", \"微信支付\", \"跨境支付\", \"移动支付\",\"非银行支付\",\"电子支付\",\\\n",
    "                \"互联网金融\", \"金融科技\",\"互联网＋\",\"互联网+金融\",\"普惠金融\",\"虚拟银行\",\\\n",
    "                \"开放\",\"生态\",\"复杂\",\"互联网思维\",\"全球合作伙伴\",\\\n",
    "                \"联合国\", \"城市\", \"粤港澳大湾区\", \"平台\", \"可持续发展\", \"未来\", \"绿色\",\\\n",
    "                \"医护\",\"防护服\",\"小时\",\"武汉\",\"危机\",\"新冠肺炎\", \"疫\", \"疫情\", \"复工\",\"停课\",\"宅经济\",\\\n",
    "                \"基建\",\"新基建\"] #overwritable\n",
    "\n",
    "v_v_list = []\n",
    "\n",
    "for tag in tagging_list:\n",
    "    index_list = df_url_out [ df_url_out.title.str.contains(tag) ].index.to_list()\n",
    "    v_v_pairs = pd.DataFrame({tag:index_list}).melt().set_index(\"value\")\n",
    "    v_v_list.append(v_v_pairs)\n",
    "\n",
    "df_cat = v_v_list[0]\n",
    "for d in v_v_list:\n",
    "    df_cat.update(d)\n",
    "    \n",
    "# 尚未标记内容\n",
    "df_url_out.loc [ df_cat.query('variable==\"\"').index ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653314021&idx=1&sn=e8ffe29210cacf1f0bd079abd73b32b1&chksm=84f752ebb380dbfde3fc316eb11b852ce522158829e42c30f33906a75fd997359a03fd5ccceb#rd'"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out.loc[53].link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>招募啦！一起做2020世界超高清视频（4K/8K）产业发展大会志愿者！</td>\n",
       "      <td>2020-10-21</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>“云上课业辅导”关爱外派干部人才子女志愿服务精彩进行时！</td>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>志愿服务 青春有我——广州志愿驿站室内旗舰站“文明有我——志愿服务宣传体验”活动顺利举行</td>\n",
       "      <td>2020-10-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>征集广州青年志愿者女版卡通形象名称啦～</td>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>广州市2020年文明交通青年志愿服务专项行动执行项目采购公告</td>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>《志愿服务条例》全文发布，将于12月1日起施行</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>教师节那天来听听这几位导师讲课吧！</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>十城联动 | 和院志愿服务队在全国保利社区正式成立</td>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>新学期开始，来参加一场专属于大学城的志愿服务吧！</td>\n",
       "      <td>2017-09-04</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？</td>\n",
       "      <td>2017-09-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>510 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            title create_time  \\\n",
       "71            招募啦！一起做2020世界超高清视频（4K/8K）产业发展大会志愿者！  2020-10-21   \n",
       "72                   “云上课业辅导”关爱外派干部人才子女志愿服务精彩进行时！  2020-10-20   \n",
       "73   志愿服务 青春有我——广州志愿驿站室内旗舰站“文明有我——志愿服务宣传体验”活动顺利举行  2020-10-07   \n",
       "74                            征集广州青年志愿者女版卡通形象名称啦～  2020-09-29   \n",
       "75                 广州市2020年文明交通青年志愿服务专项行动执行项目采购公告  2020-09-29   \n",
       "..                                            ...         ...   \n",
       "952                       《志愿服务条例》全文发布，将于12月1日起施行  2017-09-08   \n",
       "953                             教师节那天来听听这几位导师讲课吧！  2017-09-08   \n",
       "954                     十城联动 | 和院志愿服务队在全国保利社区正式成立  2017-09-07   \n",
       "955                      新学期开始，来参加一场专属于大学城的志愿服务吧！  2017-09-04   \n",
       "956                 20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？  2017-09-02   \n",
       "\n",
       "                                                  link  \n",
       "71   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "72   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "73   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "74   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "75   http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "..                                                 ...  \n",
       "952  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "953  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "954  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "955  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "956  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "\n",
       "[510 rows x 3 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out[df_url_out.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高考中考，志愿者与你同在</td>\n",
       "      <td>2021-06-03</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>请注意查收，志愿者微信群管理规范</td>\n",
       "      <td>2021-06-03</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>致敬广州可爱的“战”疫志愿者们！你想加入他们吗？</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>广州疫情防控志愿者志愿服务告知书</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>云上课业辅导招募 | 不一样的六一儿童节，他们是这样过的</td>\n",
       "      <td>2021-06-01</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>《志愿服务条例》全文发布，将于12月1日起施行</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>教师节那天来听听这几位导师讲课吧！</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>十城联动 | 和院志愿服务队在全国保利社区正式成立</td>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>新学期开始，来参加一场专属于大学城的志愿服务吧！</td>\n",
       "      <td>2017-09-04</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？</td>\n",
       "      <td>2017-09-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>447 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title create_time  \\\n",
       "0                     高考中考，志愿者与你同在  2021-06-03   \n",
       "1                 请注意查收，志愿者微信群管理规范  2021-06-03   \n",
       "2         致敬广州可爱的“战”疫志愿者们！你想加入他们吗？  2021-06-02   \n",
       "3                 广州疫情防控志愿者志愿服务告知书  2021-06-02   \n",
       "4     云上课业辅导招募 | 不一样的六一儿童节，他们是这样过的  2021-06-01   \n",
       "..                             ...         ...   \n",
       "448        《志愿服务条例》全文发布，将于12月1日起施行  2017-09-08   \n",
       "449              教师节那天来听听这几位导师讲课吧！  2017-09-08   \n",
       "450      十城联动 | 和院志愿服务队在全国保利社区正式成立  2017-09-07   \n",
       "451       新学期开始，来参加一场专属于大学城的志愿服务吧！  2017-09-04   \n",
       "452  20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？  2017-09-02   \n",
       "\n",
       "                                                  link  \n",
       "0    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "1    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "2    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "3    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "4    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "..                                                 ...  \n",
       "448  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "449  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "450  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "451  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "452  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...  \n",
       "\n",
       "[447 rows x 3 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out[~df_url_out.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高考中考，志愿者与你同在</td>\n",
       "      <td>2021-06-03</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>请注意查收，志愿者微信群管理规范</td>\n",
       "      <td>2021-06-03</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>微信</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>致敬广州可爱的“战”疫志愿者们！你想加入他们吗？</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>疫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>广州疫情防控志愿者志愿服务告知书</td>\n",
       "      <td>2021-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>疫情</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>云上课业辅导招募 | 不一样的六一儿童节，他们是这样过的</td>\n",
       "      <td>2021-06-01</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>《志愿服务条例》全文发布，将于12月1日起施行</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>教师节那天来听听这几位导师讲课吧！</td>\n",
       "      <td>2017-09-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>十城联动 | 和院志愿服务队在全国保利社区正式成立</td>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>新学期开始，来参加一场专属于大学城的志愿服务吧！</td>\n",
       "      <td>2017-09-04</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？</td>\n",
       "      <td>2017-09-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>957 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title create_time  \\\n",
       "0                     高考中考，志愿者与你同在  2021-06-03   \n",
       "1                 请注意查收，志愿者微信群管理规范  2021-06-03   \n",
       "2         致敬广州可爱的“战”疫志愿者们！你想加入他们吗？  2021-06-02   \n",
       "3                 广州疫情防控志愿者志愿服务告知书  2021-06-02   \n",
       "4     云上课业辅导招募 | 不一样的六一儿童节，他们是这样过的  2021-06-01   \n",
       "..                             ...         ...   \n",
       "952        《志愿服务条例》全文发布，将于12月1日起施行  2017-09-08   \n",
       "953              教师节那天来听听这几位导师讲课吧！  2017-09-08   \n",
       "954      十城联动 | 和院志愿服务队在全国保利社区正式成立  2017-09-07   \n",
       "955       新学期开始，来参加一场专属于大学城的志愿服务吧！  2017-09-04   \n",
       "956  20辆神秘的公益巴士即将席卷全城，你准备好跟他们偶遇了吗？  2017-09-02   \n",
       "\n",
       "                                                  link variable  \n",
       "0    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...     无法分类  \n",
       "1    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...       微信  \n",
       "2    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...        疫  \n",
       "3    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...       疫情  \n",
       "4    http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...     无法分类  \n",
       "..                                                 ...      ...  \n",
       "952  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...     无法分类  \n",
       "953  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...     无法分类  \n",
       "954  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...     无法分类  \n",
       "955  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...     无法分类  \n",
       "956  http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ...     无法分类  \n",
       "\n",
       "[957 rows x 4 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_o = df_url_out.join(df_cat).replace(\"\", np.nan).fillna(\"无法分类\")\n",
    "df_o"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_o[df_o.title.str.contains(\"腾讯\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variable</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>无法分类</th>\n",
       "      <td>836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>疫情</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>疫</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>城市</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>公交</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>听说</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>出行</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>报告</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>粤港澳大湾区</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>武汉</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>未来</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微信</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>开放</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>平台</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小时</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大咖</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>复工</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>绿色</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          title\n",
       "variable       \n",
       "无法分类        836\n",
       "疫情           49\n",
       "疫            49\n",
       "城市            5\n",
       "公交            2\n",
       "听说            2\n",
       "出行            2\n",
       "报告            2\n",
       "粤港澳大湾区        1\n",
       "武汉            1\n",
       "未来            1\n",
       "微信            1\n",
       "开放            1\n",
       "平台            1\n",
       "小时            1\n",
       "大咖            1\n",
       "复工            1\n",
       "绿色            1"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_stats = df_o.groupby(by=\"variable\").agg({\"title\":\"count\"}).sort_values(by=\"title\", ascending=False)\n",
    "df_stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_account.columns.name = \"rel_accounts\"\n",
    "df_o.columns.name = \"url_cat\"\n",
    "df_stats.columns.name = \"stats\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "_df_.columns.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the xlsxwriter workbook and worksheet objects.  \n",
    "with pd.ExcelWriter(fn[\"output\"][\"公众号_xlsx\"].format(公众号=公众号)) as writer:\n",
    "    workbook  = writer.book\n",
    "\n",
    "    for _df_ in [df_account, df_o, df_stats]:\n",
    "        _df_.to_excel(writer, sheet_name = _df_.columns.name)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 详细页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310196&idx=1&sn=be2f0f9b48254cfcfb72d29905daa5dc&chksm=84f745fab380ccecc0a6b1bed5c6713ce2e2f5efed8ce9291a4bb294ce531beed270166b4a27#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310188&idx=1&sn=aa87b899e3a93452506837a077edc507&chksm=84f745e2b380ccf4467905e6425d2623d28547ca7be4358406076dd3bf8d0465de80d457cf21#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310184&idx=1&sn=60331bbba78b82b08716a77132a5a14c&chksm=84f745e6b380ccf03ed4951a9fce12b84c54424e72f59d1f42637827c3d950de3fdd45d9a20a#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310212&idx=1&sn=ba14d1a8001ab83a23e4e89a17b0b70b&chksm=84f7440ab380cd1cd2bd5da4fa3a101ec3b496dcaada1ca588b14a7edb92d29b9d3e28963758#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310212&idx=2&sn=798011863ab91b310a8a625dba38e47a&chksm=84f7440ab380cd1cb8e48d97c8838c28ea117ef6453009d3a06a11bd379c3dca64326d5b416a#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310211&idx=1&sn=09831c405412516134e3e9d67a450881&chksm=84f7440db380cd1b2ba9cd57740a8583e843f80d64aa400621e32816edf0c1506d4f91c7b21a#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310211&idx=2&sn=3ba1a66f0c549c86853a490499f05829&chksm=84f7440db380cd1b886fe5a884617ae82271b3270fe25980e1435ce32c83306f243cb6df5121#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310196&idx=1&sn=be2f0f9b48254cfcfb72d29905daa5dc&chksm=84f745fab380ccecc0a6b1bed5c6713ce2e2f5efed8ce9291a4bb294ce531beed270166b4a27#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310188&idx=1&sn=aa87b899e3a93452506837a077edc507&chksm=84f745e2b380ccf4467905e6425d2623d28547ca7be4358406076dd3bf8d0465de80d457cf21#rd',\n",
       " 'http://mp.weixin.qq.com/s?__biz=MzA3MTk1ODYyNQ==&mid=2653310184&idx=1&sn=60331bbba78b82b08716a77132a5a14c&chksm=84f745e6b380ccf03ed4951a9fce12b84c54424e72f59d1f42637827c3d950de3fdd45d9a20a#rd']"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_list=df_url_out['link'].to_list()\n",
    "url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "session = HTMLSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " <Response [200]>,\n",
       " <Response [200]>]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "OK=[session.get(i) for i in url_list]\n",
    "OK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df=[]\n",
    "for url in url_list:\n",
    "    r=session.get(url)\n",
    "    内容_xpath='//*[@id=\"js_content\"]//span/text()'\n",
    "    时间_xpath='//*[@id=\"publish_time\"]'\n",
    "    内容=r.html.xpath(内容_xpath)\n",
    "    时间=r.html.xpath(时间_xpath)\n",
    "    内容=''.join(内容)\n",
    "    df=pd.DataFrame({\n",
    "        '内容':内容,\n",
    "        '时间':时间\n",
    "        \n",
    "\n",
    "    })\n",
    "    list_df.append(df)\n",
    "df_all=pd.concat(list_df).reset_index()\n",
    "display(df_all)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('详细页.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='详细页内容')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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